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◬ AI & Machine Learning Apr 22, 2026
CHRONOS: A Hardware-Assisted Phase-Decoupled Framework for Secure Federated Learning in IoT

arXiv:2604.19053v1 Announce Type: new Abstract: We propose CHRONOS, a hardware-assisted framework that decouples the cryptographic setup required for private gradient aggregation from the active train…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery

arXiv:2604.19049v1 Announce Type: new Abstract: LLM-assisted defect discovery has a precision crisis: plausible-but-wrong reports overwhelm maintainers and degrade credibility for real findings. We pr…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
SAGE: Signal-Amplified Guided Embeddings for LLM-based Vulnerability Detection

arXiv:2604.19031v1 Announce Type: new Abstract: Software vulnerabilities are a primary threat to modern infrastructure. While static analysis and Graph Neural Networks have long served as the foundati…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Security Is Relative: Training-Free Vulnerability Detection via Multi-Agent Behavioral Contract Synthesis

arXiv:2604.19012v1 Announce Type: new Abstract: Deep learning for vulnerability detection has shown promising results on early benchmarks, but recent evaluations reveal catastrophic degradation: model…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Temporal UI State Inconsistency in Desktop GUI Agents: Formalizing and Defending Against TOCTOU Attacks on Computer-Use Agents

arXiv:2604.18860v1 Announce Type: new Abstract: GUI agents that control desktop computers via screenshot-and-click loops introduce a new class of vulnerability: the observation-to-action gap (mean 6.5…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Blockchain-Driven AI-Enhanced Post-Quantum Multivariate Identity-based Signature and Privacy-Preserving Data Aggregation Scheme for Fog-enabled Flying Ad-Hoc Networks

arXiv:2604.18819v1 Announce Type: new Abstract: The integration of Fog Computing with Flying Ad-Hoc Networks (FANETs) offers promising capabilities for decentralized, low-latency intelligence in UAV-b…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Towards Optimal Agentic Architectures for Offensive Security Tasks

arXiv:2604.18718v1 Announce Type: new Abstract: Agentic security systems increasingly audit live targets with tool-using LLMs, but prior systems fix a single coordination topology, leaving unclear whe…

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◬ AI & Machine Learning Apr 22, 2026
From Finite Enumeration to Universal Proof: Ring-Theoretic Foundations for PQC Hardware Masking Verification

arXiv:2604.18717v1 Announce Type: new Abstract: Formal verification of masking in post-quantum cryptographic (PQC) hardware relies on SMT solvers over finite domains. Our prior work established struct…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
TrEEStealer: Stealing Decision Trees via Enclave Side Channels

arXiv:2604.18716v1 Announce Type: new Abstract: Today, machine learning is widely applied in sensitive, security-related, and financially lucrative applications. Model extraction attacks undermine cur…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Beyond Indistinguishability: Measuring Extraction Risk in LLM APIs

arXiv:2604.18697v1 Announce Type: new Abstract: Indistinguishability properties such as differential privacy bounds or low empirically measured membership inference are widely treated as proxies to sh…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation

arXiv:2604.18663v1 Announce Type: new Abstract: Existing jamming attacks on Retrieval-Augmented Generation (RAG) systems typically induce explicit refusals or denial-of-service behaviors, which are co…

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◬ AI & Machine Learning Apr 22, 2026
Evaluating Answer Leakage Robustness of LLM Tutors against Adversarial Student Attacks

arXiv:2604.18660v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly used in education, yet their default helpfulness often conflicts with pedagogical principles. Prior work e…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Owner-Harm: A Missing Threat Model for AI Agent Safety

arXiv:2604.18658v1 Announce Type: new Abstract: Existing AI agent safety benchmarks focus on generic criminal harm (cybercrime, harassment, weapon synthesis), leaving a systematic blind spot for a dis…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
From Craft to Kernel: A Governance-First Execution Architecture and Semantic ISA for Agentic Computers

arXiv:2604.18652v1 Announce Type: new Abstract: The transition of agentic AI from brittle prototypes to production systems is stalled by a pervasive crisis of craft. We suggest that the prevailing orc…

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◬ AI & Machine Learning Apr 22, 2026
Position: No Retroactive Cure for Infringement during Training

arXiv:2604.18649v1 Announce Type: new Abstract: As generative AI faces intensifying legal challenges, the machine learning community has increasingly relied on post-hoc mitigation -- especially machin…

arXiv Security Read →
◬ AI & Machine Learning Apr 22, 2026
Global Web, Local Privacy? An International Review of Web Tracking

arXiv:2604.18633v1 Announce Type: new Abstract: Web tracking by ad networks, social networks, and other third parties is privacy-invasive. To protect users' privacy an increasing number of countries a…

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◉ Threat Intelligence Apr 22, 2026
[Guest Diary] Beyond Cryptojacking: Telegram tdata as a Credential Harvesting Vector, Lessons from a Honeypot Incident, (Wed, Apr 22nd)

&#;x26;#;x5b;This is a Guest Diary by L. Carty, an ISC intern as part of the SANS.edu Bachelor&#;x26;#;39;s Degree in Applied Cybersecurity (BACS) program &#;x26;#;x5b;1].]

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◉ Threat Intelligence Apr 22, 2026
ISC Stormcast For Wednesday, April 22nd, 2026 https://isc.sans.edu/podcastdetail/9902, (Wed, Apr 22nd)
SANS ISC Read →
◇ Industry News & Leadership Apr 22, 2026
Unauthorized Group Gains Access to Anthropic’s Exclusive Cyber Tool Mythos

A group of unauthorized users has reportedly breached access controls surrounding Claude Mythos Preview, Anthropic’s powerful and closely guarded AI-driven cybersecurity tool, raising serious concerns…

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◇ Industry News & Leadership Apr 22, 2026
SBOM erklärt: Was ist eine Software Bill of Materials?

Softwareentwicklung und Autoproduktion haben mehr gemein, als man denkt. Lesen Sie, was Sie zum Thema Software Bill of Materials (SBOM) wissen sollten. Foto: Ju1978 – shutterstock.com Eine Software Bi…

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◬ AI & Machine Learning Apr 22, 2026
Vance, Bessent questioned tech giants on AI security before Anthropic's Mythos release - CNBC

Vance, Bessent questioned tech giants on AI security before Anthropic's Mythos release CNBC

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🛡 Active Threats Apr 22, 2026
Anubis Ransomware Targets Samuel I. White, PC in Major Cyberattack - DeXpose

Anubis Ransomware Targets Samuel I. White, PC in Major Cyberattack DeXpose

DeXpose Read →
✉ Email Security Apr 22, 2026
Game on! More than a third of FIFA World Cup 2026 partners expose Aussies to email fraud risk - Cyber Daily

Game on! More than a third of FIFA World Cup 2026 partners expose Aussies to email fraud risk Cyber Daily

Cyber Daily Read →
◇ Industry News & Leadership Apr 22, 2026
Vercel Breach Tied to Context AI Hack Exposes Limited Customer Credentials - The Hacker News

Vercel Breach Tied to Context AI Hack Exposes Limited Customer Credentials The Hacker News

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